{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Working Directory Setup\n",
    "\n",
    "It is suggested to use visual studio code as coding IDE.\n",
    "\n",
    "Follow the instructions from https://spiral-agenda-bd3.notion.site/Spark-Cluster-Deployment-with-Docker-b1a04eec95624b298037537f1ef6f333?pvs=4 to build the hadoop and spark cluster with docker.\n",
    "\n",
    "Your working directory should be the folder where you put docker-compose.yml.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Preparation\n",
    "\n",
    "\n",
    "1. Download the ml-25m(250MB) dataset from this link (https://grouplens.org/datasets/movielens/)\n",
    "2. Unzip and move the dataset (6 csv files) to the folder input_files\n",
    "3. Type the following command to upload the dataset to HDFS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "docker exec namenode hdfs dfs -mkdir /input_files\n",
    "docker exec namenode hdfs dfs -put ./input_files/ /"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can only access the HDFS file system on the namenode, we need to put the files onto HDFS through the namenode.\n",
    "\n",
    "For ease of use, we mount the folder \"input_files\" so that the namenode container share the folder \"input_files\" with the machine.\n",
    "\n",
    "Check docker-compose.yml to learn how to mount a folder by setting volumes configs.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "  namenode:\n",
    "    image: bde2020/hadoop-namenode:2.0.0-hadoop3.2.1-java8\n",
    "    container_name: namenode\n",
    "    hostname: namenode\n",
    "    volumes:\n",
    "      - ./hadoop/namenode:/hadoop/dfs/name\n",
    "      - ./input_files:/input_files\n",
    "    environment:\n",
    "      - CLUSTER_NAME=test\n",
    "    env_file:\n",
    "      - ./hadoop.env\n",
    "    ports:\n",
    "      - \"9870:9870\" \n",
    "      - \"9000:9000\"\n",
    "      - \"8020:8020\""
   ]
  },
  {
   "attachments": {
    "image.png": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Once you put files into that folder, the namenode container can also access it.\n",
    "\n",
    "If you are not familar with docker, here is the explanation to the above command.\n",
    "\n",
    "The commoand can be separated into few parts.\n",
    "\n",
    "1. docker -- we are running docker command\n",
    "2. exec -- execute\n",
    "3. namenode -- the command will run on the namenode container\n",
    "4. hdfs dfs -put /input_files/ / -- This is the body of the command\n",
    "\n",
    "The command is trying to upload all the files from \"input_files\" foler on namenode onto the \"\" folder on hdfs\n",
    "\n",
    "You can check the hdfs file system on localhost:9870\n",
    "\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Q0. Write the MapReduce code to find the movie with the longest title. (Demo)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To run the program, place this notebook file in the \"code\" folder and open it using Docker JupyterLab at localhost:9999."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyspark.sql import SparkSession\n",
    "\n",
    "# the following scripts is for starting a spark program\n",
    "spark = SparkSession \\\n",
    "    .builder \\\n",
    "    .appName('Ass1_Q0') \\\n",
    "    .master('spark://spark-master:7077') \\\n",
    "    .getOrCreate()\n",
    "# this line is to omit unnecessary info\n",
    "spark.sparkContext.setLogLevel('WARN')\n",
    "sc = spark.sparkContext\n",
    "\n",
    "# read the file in plain text to RDD\n",
    "rdd = sc.textFile('hdfs://namenode:9000/input_files/movies.csv')\n",
    "\n",
    "# print the first 5 lines of the RDD\n",
    "for line in rdd.take(5):\n",
    "    print(line)\n",
    "\n",
    "# the first line of the file contains the header \"movieId,title,genres\", we should ignore this line in our code.\n",
    "header = rdd.first()\n",
    "rdd = rdd.filter(lambda x:x != header)\n",
    "\n",
    "# each line of rdd contains 3 attributes separated by a comma\n",
    "# the title would be the second object of split(',')\n",
    "# we map the line to a tuple (title,len_of_title)\n",
    "rdd = rdd.map(lambda x:(x.split(',')[1],len(x.split(',')[1])))\n",
    "\n",
    "# after the mapping,each line of rdd would be converted to a tuple which contains movie title and its length\n",
    "# a reduce with a simple comparison to get the movie with the longest title\n",
    "result = rdd.reduce(lambda y,x:x if x[1]>y[1] else y)\n",
    "\n",
    "print(result)\n",
    "\n",
    "spark.stop()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Q1. Write the MapReduce code to calculate the average rating in 2018 of each user. (25%) \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Tips:\n",
    "1. You may need to do a type conversion in mapping\n",
    "2. You should use reduceByKey but not reduce\n",
    "3. You can have two reduce progress, one for calculating the amount of the rating, one for summing up the rating\n",
    "4. The avergae rating would be the quotient of the summation and the amount"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyspark.sql import SparkSession\n",
    "\n",
    "# the following scripts is for starting a spark program\n",
    "spark = SparkSession \\\n",
    "    .builder \\\n",
    "    .appName('Ass1_Q1') \\\n",
    "    .master('spark://spark-master:7077') \\\n",
    "    .getOrCreate()\n",
    "# this line is to omit unnecessary info\n",
    "spark.sparkContext.setLogLevel('WARN')\n",
    "sc = spark.sparkContext\n",
    "\n",
    "rdd = sc.textFile('hdfs://namenode:9000/input_files/ratings.csv')\n",
    "\n",
    "# write your code here\n",
    "\n",
    "\n",
    "spark.stop()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Q2. Write MapReduce code to calculate the average rating for movies in the genres of 'Comedy' and 'Romance' respectively.(25%)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Tips: \n",
    "1. Get all the movies id which in genres \"Comedy\" and \"Romance\" by executing a MapReduce program on the movies.csv rdd\n",
    "2. Run a filter on the rating.csv rdd to preserve only the movies whose id can be found in the previous result\n",
    "3. The result of the mapping should contains only two types of key Comedy and Romance. The value would be the rating of that movie.\n",
    "4. Movie may belongs to Comedy and Romance at the same time. In this case, you should map it to two tuples.\n",
    "5. You should use reduceByKey but not reduce.",
    "6. The output should consist of two floating-point numbers indicating the average ratings of movies in the 'Romance' and 'Comedy' genres respectively. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyspark.sql import SparkSession\n",
    "\n",
    "# the following scripts is for starting a spark program\n",
    "spark = SparkSession \\\n",
    "    .builder \\\n",
    "    .appName('Ass1_Q2') \\\n",
    "    .master('spark://spark-master:7077') \\\n",
    "    .getOrCreate()\n",
    "# this line is to omit unnecessary info\n",
    "spark.sparkContext.setLogLevel('WARN')\n",
    "sc = spark.sparkContext\n",
    "\n",
    "rdd_rating = sc.textFile('hdfs://namenode:9000/input_files/ratings.csv')\n",
    "rdd_movies = sc.textFile('hdfs://namenode:9000/input_files/movies.csv')\n",
    "# write your code here\n",
    "\n",
    "spark.stop()\n"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Q3. Write the MapReduce code to calculate the similarity between user pair. (30%)\n",
    "\n",
    "Given two users id (A: 20,B: 30), your task is to compute the similarity score by the given formula.\n",
    "![image.png](attachment:image.png)\n",
    "\n",
    "\n",
    "The following steps serve as a reference for completing the task. You are welcome to follow these steps or create your own. Please ensure to include explanations in your submission.\n",
    "\n",
    "\n",
    "- Part 1: Employ the \"filter\" and \"countByKey\" functions to retain the rdd records that correspond to the specified users \n",
    "- Part 2: Compute the denominator of the formula\n",
    "\n",
    "- Part 3: Compute the Euclidean norm for each user\n",
    "\n",
    "- Part 4: Compute the rooted Euclidean norm rating for each user pair\n",
    "\n",
    "- Part 5: Compute the numerator of the formula \n",
    "\n",
    "- Part 6: Compute the similarity score\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Tips:\n",
    "1. Use filter to preserve only those records rated by user 1 and user 2 \n",
    "2. Only a movie that receives ratings from both user 1 and user 2 will be considered for similarity computation\n",
    "3. The reduce in pyspark does not have a initial value, it would start by merging the first two elements of the rdd. You may face a case that the rdd element is a tuple, but you are trying to reduce it to a scalar. A simple solution is to add a type checking in the lambda function\n",
    "\n",
    "    An example is shown as below:\n",
    "\n",
    "    `rdd.reduce(lambda y,x:y* sqrt(x[1]) if type(y) is float else sqrt(y[1])*sqrt(x[1]))`\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyspark.sql import SparkSession\n",
    "from math import sqrt \n",
    "\n",
    "# the following scripts is for starting a spark program\n",
    "spark = SparkSession \\\n",
    "    .builder \\\n",
    "    .appName('Ass1_Q3') \\\n",
    "    .master('spark://spark-master:7077') \\\n",
    "    .getOrCreate()\n",
    "# this line is to omit unnecessary info\n",
    "spark.sparkContext.setLogLevel('WARN')\n",
    "sc = spark.sparkContext\n",
    "\n",
    "rdd = sc.textFile('hdfs://namenode:9000/input_files/ratings.csv')\n",
    "# header = \"userId,movieId,rating,timestamp\"\n",
    "user_A = \"20\"\n",
    "user_B = \"30\"\n",
    "\n",
    "# write your code here\n",
    "\n",
    "spark.stop()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Q4. Devise a solution for effectively calculating the similarity score matrix, which encompasses all similarity scores for every pair of users. (20%)\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
